MANBench: Is Your Multimodal Model Smarter than Human?
Paper • 2506.11080 • Published • 2
idx int64 0 1.31k | image_0 imagewidth (px) 51 1.02k | image_1 imagewidth (px) 32 1.02k ⌀ | image_2 imagewidth (px) 32 1.02k ⌀ | image_3 imagewidth (px) 32 1.02k ⌀ | image_4 imagewidth (px) 32 1.02k ⌀ | question stringlengths 52 1.45k | options stringlengths 90 610 | answer stringclasses 4
values | category stringclasses 9
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0 | Not supported with pagination yet | Not supported with pagination yet | Not supported with pagination yet | {"english":"Which of the following kettles has a better heat retention effect?","chinese":"下列哪个水壶有更好的保温效果？"} | [{"english": "The first one", "chinese": "第一个"}, {"english": "The second one", "chinese": "第二个"}] | B | Text-image Understanding | ||
1 | Not supported with pagination yet | Not supported with pagination yet | Not supported with pagination yet | {"english":"Which venue is more suitable for the performance of large-scale musicals?","chinese":"哪个场所更适合大型音乐剧的进行"} | [{"english": "The first one", "chinese": "第一个"}, {"english": "The second one", "chinese": "第二个"}] | B | Text-image Understanding | ||
2 | Not supported with pagination yet | Not supported with pagination yet | Not supported with pagination yet | {"english":"Which picture corresponds to the autumn scene?","chinese":"哪张图片对应秋季场景？"} | [{"english": "The first one", "chinese": "第一个"}, {"english": "The second one", "chinese": "第二个"}] | B | Text-image Understanding | ||
3 | Not supported with pagination yet | Not supported with pagination yet | Not supported with pagination yet | {"english":"In which scene can I buy snacks?","chinese":"哪一个场景中可以购买零食？"} | [{"english":"The first one","chinese":"第一个"},{"english":"The second one","chinese":"第二个"}] | B | Text-image Understanding | ||
4 | Not supported with pagination yet | Not supported with pagination yet | Not supported with pagination yet | {"english":"Which scene is more crowded?","chinese":"哪一个场景显得更加拥挤？"} | [{"english": "The first one", "chinese": "\u7b2c\u4e00\u4e2a"}, {"english": "The second one", "chinese": "\u7b2c\u4e8c\u4e2a"}] | A | Text-image Understanding | ||
5 | Not supported with pagination yet | Not supported with pagination yet | Not supported with pagination yet | {"english":"If I am allergic to seafood, which of the following foods might I prefer?","chinese":"如果我对海鲜过敏，我可能更爱吃下列哪种食物？"} | [{"english":"The first one","chinese":"第一个"},{"english":"The second one","chinese":"第二个"}] | B | Text-image Understanding | ||
6 | Not supported with pagination yet | Not supported with pagination yet | Not supported with pagination yet | {"english":"If I were a vegetarian, which of the following foods would I prefer?","chinese":"如果我是一个素食主义者，下列哪种食物我可能更喜欢？"} | [{"english": "The first one", "chinese": "\u7b2c\u4e00\u4e2a"}, {"english": "The second one", "chinese": "\u7b2c\u4e8c\u4e2a"}] | B | Text-image Understanding | ||
7 | Not supported with pagination yet | Not supported with pagination yet | Not supported with pagination yet | {"english":"Which of the following scenarios is likely to be warmer and wetter?","chinese":"下列场景中，哪一个可能更加温暖湿润？"} | [{"english": "The first one", "chinese": "\u7b2c\u4e00\u4e2a"}, {"english": "The second one", "chinese": "\u7b2c\u4e8c\u4e2a"}] | A | Text-image Understanding | ||
8 | Not supported with pagination yet | Not supported with pagination yet | Not supported with pagination yet | {"english":"Which outfit is more likely to be Chinese?","chinese":"哪一身衣服更有可能是中国特色服装？"} | [{"english": "The first one", "chinese": "\u7b2c\u4e00\u4e2a"}, {"english": "The second one", "chinese": "\u7b2c\u4e8c\u4e2a"}] | A | Text-image Understanding | ||
9 | Not supported with pagination yet | Not supported with pagination yet | Not supported with pagination yet | {"english":"I plan to go hiking outdoors, considering cold and waterproof requirements, which of the following clothes should I choose?","chinese":"我预计前往户外登山，考虑御寒防水等要求，我应该选择下列哪件衣服？"} | [{"english": "The first one", "chinese": "\u7b2c\u4e00\u4e2a"}, {"english": "The second one", "chinese": "\u7b2c\u4e8c\u4e2a"}] | B | Text-image Understanding | ||
10 | Not supported with pagination yet | Not supported with pagination yet | Not supported with pagination yet | {"english":"Which of the following sports am I more likely to participate in in winter when there is snow outside?","chinese":"在室外有积雪的冬天，下列哪项运动我更有可能参与？"} | [{"english":"The first one","chinese":"第一个"},{"english":"The second one","chinese":"第二个"}] | B | Text-image Understanding | ||
11 | Not supported with pagination yet | Not supported with pagination yet | Not supported with pagination yet | {"english":"If I live in an area with no snow all year round, which sport am I more likely to be exposed to?","chinese":"如果我终年无雪的地区，哪项运动我更有可能接触到？"} | [{"english": "The first one", "chinese": "\u7b2c\u4e00\u4e2a"}, {"english": "The second one", "chinese": "\u7b2c\u4e8c\u4e2a"}] | A | Text-image Understanding | ||
12 | {"english": "Disclaimer: This is not to make unfair assumptions about the people in the image and you just need to give your assessment on this question. You don't need to identify the real people. You just need to analyze based on the information I gave you. Given the first image with the lower right corner missing, c... | [{"english": "the second image", "chinese": "\u7b2c\u4e8c\u5f20\u56fe\u7247"}, {"english": "the third image", "chinese": "\u7b2c\u4e09\u5f20\u56fe\u7247"}, {"english": "the fourth image", "chinese": "\u7b2c\u56db\u5f20\u56fe\u7247"}, {"english": "the fifth image", "chinese": "\u7b2c\u4e94\u5f20\u56fe\u7247"}] | D | Image Consistency | |||||
13 | {"english": "Disclaimer: This is not to make unfair assumptions about the people in the image and you just need to give your assessment on this question. You don't need to identify the real people. You just need to analyze based on the information I gave you. Given the first image with the lower right corner missing, c... | [{"english": "the second image", "chinese": "\u7b2c\u4e8c\u5f20\u56fe\u7247"}, {"english": "the third image", "chinese": "\u7b2c\u4e09\u5f20\u56fe\u7247"}, {"english": "the fourth image", "chinese": "\u7b2c\u56db\u5f20\u56fe\u7247"}, {"english": "the fifth image", "chinese": "\u7b2c\u4e94\u5f20\u56fe\u7247"}] | A | Image Consistency | |||||
14 | {"english": "Disclaimer: This is not to make unfair assumptions about the people in the image and you just need to give your assessment on this question. You don't need to identify the real people. You just need to analyze based on the information I gave you. Given the first image with the lower right corner missing, c... | [{"english": "the second image", "chinese": "\u7b2c\u4e8c\u5f20\u56fe\u7247"}, {"english": "the third image", "chinese": "\u7b2c\u4e09\u5f20\u56fe\u7247"}, {"english": "the fourth image", "chinese": "\u7b2c\u56db\u5f20\u56fe\u7247"}, {"english": "the fifth image", "chinese": "\u7b2c\u4e94\u5f20\u56fe\u7247"}] | D | Image Consistency | |||||
15 | {"english": "Disclaimer: This is not to make unfair assumptions about the people in the image and you just need to give your assessment on this question. You don't need to identify the real people. You just need to analyze based on the information I gave you. Given the first image with the lower right corner missing, c... | [{"english": "the second image", "chinese": "\u7b2c\u4e8c\u5f20\u56fe\u7247"}, {"english": "the third image", "chinese": "\u7b2c\u4e09\u5f20\u56fe\u7247"}, {"english": "the fourth image", "chinese": "\u7b2c\u56db\u5f20\u56fe\u7247"}, {"english": "the fifth image", "chinese": "\u7b2c\u4e94\u5f20\u56fe\u7247"}] | A | Image Consistency | |||||
16 | {"english": "Disclaimer: This is not to make unfair assumptions about the people in the image and you just need to give your assessment on this question. You don't need to identify the real people. You just need to analyze based on the information I gave you. Given the first image with the lower right corner missing, c... | [{"english": "the second image", "chinese": "\u7b2c\u4e8c\u5f20\u56fe\u7247"}, {"english": "the third image", "chinese": "\u7b2c\u4e09\u5f20\u56fe\u7247"}, {"english": "the fourth image", "chinese": "\u7b2c\u56db\u5f20\u56fe\u7247"}, {"english": "the fifth image", "chinese": "\u7b2c\u4e94\u5f20\u56fe\u7247"}] | B | Image Consistency | |||||
17 | {"english": "Disclaimer: This is not to make unfair assumptions about the people in the image and you just need to give your assessment on this question. You don't need to identify the real people. You just need to analyze based on the information I gave you. Given the first image with the lower right corner missing, c... | [{"english": "the second image", "chinese": "\u7b2c\u4e8c\u5f20\u56fe\u7247"}, {"english": "the third image", "chinese": "\u7b2c\u4e09\u5f20\u56fe\u7247"}, {"english": "the fourth image", "chinese": "\u7b2c\u56db\u5f20\u56fe\u7247"}, {"english": "the fifth image", "chinese": "\u7b2c\u4e94\u5f20\u56fe\u7247"}] | D | Image Consistency | |||||
18 | {"english": "Disclaimer: This is not to make unfair assumptions about the people in the image and you just need to give your assessment on this question. You don't need to identify the real people. You just need to analyze based on the information I gave you. Given the first image with the lower right corner missing, c... | [{"english": "the second image", "chinese": "\u7b2c\u4e8c\u5f20\u56fe\u7247"}, {"english": "the third image", "chinese": "\u7b2c\u4e09\u5f20\u56fe\u7247"}, {"english": "the fourth image", "chinese": "\u7b2c\u56db\u5f20\u56fe\u7247"}, {"english": "the fifth image", "chinese": "\u7b2c\u4e94\u5f20\u56fe\u7247"}] | B | Image Consistency | |||||
19 | {"english": "Disclaimer: This is not to make unfair assumptions about the people in the image and you just need to give your assessment on this question. You don't need to identify the real people. You just need to analyze based on the information I gave you. Given the first image with the lower right corner missing, c... | [{"english": "the second image", "chinese": "\u7b2c\u4e8c\u5f20\u56fe\u7247"}, {"english": "the third image", "chinese": "\u7b2c\u4e09\u5f20\u56fe\u7247"}, {"english": "the fourth image", "chinese": "\u7b2c\u56db\u5f20\u56fe\u7247"}, {"english": "the fifth image", "chinese": "\u7b2c\u4e94\u5f20\u56fe\u7247"}] | D | Image Consistency | |||||
20 | {"english": "Disclaimer: This is not to make unfair assumptions about the people in the image and you just need to give your assessment on this question. You don't need to identify the real people. You just need to analyze based on the information I gave you. Given the first image with the lower right corner missing, c... | [{"english": "the second image", "chinese": "\u7b2c\u4e8c\u5f20\u56fe\u7247"}, {"english": "the third image", "chinese": "\u7b2c\u4e09\u5f20\u56fe\u7247"}, {"english": "the fourth image", "chinese": "\u7b2c\u56db\u5f20\u56fe\u7247"}, {"english": "the fifth image", "chinese": "\u7b2c\u4e94\u5f20\u56fe\u7247"}] | D | Image Consistency | |||||
21 | {"english": "Disclaimer: This is not to make unfair assumptions about the people in the image and you just need to give your assessment on this question. You don't need to identify the real people. You just need to analyze based on the information I gave you. Given the first image with the lower right corner missing, c... | [{"english": "the second image", "chinese": "\u7b2c\u4e8c\u5f20\u56fe\u7247"}, {"english": "the third image", "chinese": "\u7b2c\u4e09\u5f20\u56fe\u7247"}, {"english": "the fourth image", "chinese": "\u7b2c\u56db\u5f20\u56fe\u7247"}, {"english": "the fifth image", "chinese": "\u7b2c\u4e94\u5f20\u56fe\u7247"}] | D | Image Consistency | |||||
22 | {"english": "Disclaimer: This is not to make unfair assumptions about the people in the image and you just need to give your assessment on this question. You don't need to identify the real people. You just need to analyze based on the information I gave you. Given the first image with the lower right corner missing, c... | [{"english": "the second image", "chinese": "\u7b2c\u4e8c\u5f20\u56fe\u7247"}, {"english": "the third image", "chinese": "\u7b2c\u4e09\u5f20\u56fe\u7247"}, {"english": "the fourth image", "chinese": "\u7b2c\u56db\u5f20\u56fe\u7247"}, {"english": "the fifth image", "chinese": "\u7b2c\u4e94\u5f20\u56fe\u7247"}] | D | Image Consistency | |||||
23 | {"english": "Disclaimer: This is not to make unfair assumptions about the people in the image and you just need to give your assessment on this question. You don't need to identify the real people. You just need to analyze based on the information I gave you. Given the first image with the lower right corner missing, c... | [{"english": "the second image", "chinese": "\u7b2c\u4e8c\u5f20\u56fe\u7247"}, {"english": "the third image", "chinese": "\u7b2c\u4e09\u5f20\u56fe\u7247"}, {"english": "the fourth image", "chinese": "\u7b2c\u56db\u5f20\u56fe\u7247"}, {"english": "the fifth image", "chinese": "\u7b2c\u4e94\u5f20\u56fe\u7247"}] | D | Image Consistency | |||||
24 | {"english": "Disclaimer: This is not to make unfair assumptions about the people in the image and you just need to give your assessment on this question. You don't need to identify the real people. You just need to analyze based on the information I gave you. Given the first image with the lower right corner missing, c... | [{"english": "the second image", "chinese": "\u7b2c\u4e8c\u5f20\u56fe\u7247"}, {"english": "the third image", "chinese": "\u7b2c\u4e09\u5f20\u56fe\u7247"}, {"english": "the fourth image", "chinese": "\u7b2c\u56db\u5f20\u56fe\u7247"}, {"english": "the fifth image", "chinese": "\u7b2c\u4e94\u5f20\u56fe\u7247"}] | A | Image Consistency | |||||
25 | {"english": "Disclaimer: This is not to make unfair assumptions about the people in the image and you just need to give your assessment on this question. You don't need to identify the real people. You just need to analyze based on the information I gave you. Given the first image with the lower right corner missing, c... | [{"english": "the second image", "chinese": "\u7b2c\u4e8c\u5f20\u56fe\u7247"}, {"english": "the third image", "chinese": "\u7b2c\u4e09\u5f20\u56fe\u7247"}, {"english": "the fourth image", "chinese": "\u7b2c\u56db\u5f20\u56fe\u7247"}, {"english": "the fifth image", "chinese": "\u7b2c\u4e94\u5f20\u56fe\u7247"}] | B | Image Consistency | |||||
26 | {"english": "Disclaimer: This is not to make unfair assumptions about the people in the image and you just need to give your assessment on this question. You don't need to identify the real people. You just need to analyze based on the information I gave you. Given the first image with the lower right corner missing, c... | [{"english": "the second image", "chinese": "\u7b2c\u4e8c\u5f20\u56fe\u7247"}, {"english": "the third image", "chinese": "\u7b2c\u4e09\u5f20\u56fe\u7247"}, {"english": "the fourth image", "chinese": "\u7b2c\u56db\u5f20\u56fe\u7247"}, {"english": "the fifth image", "chinese": "\u7b2c\u4e94\u5f20\u56fe\u7247"}] | D | Image Consistency | |||||
27 | {"english": "Disclaimer: This is not to make unfair assumptions about the people in the image and you just need to give your assessment on this question. You don't need to identify the real people. You just need to analyze based on the information I gave you. Given the first image with the lower right corner missing, c... | [{"english": "the second image", "chinese": "\u7b2c\u4e8c\u5f20\u56fe\u7247"}, {"english": "the third image", "chinese": "\u7b2c\u4e09\u5f20\u56fe\u7247"}, {"english": "the fourth image", "chinese": "\u7b2c\u56db\u5f20\u56fe\u7247"}, {"english": "the fifth image", "chinese": "\u7b2c\u4e94\u5f20\u56fe\u7247"}] | B | Image Consistency | |||||
28 | {"english": "Disclaimer: This is not to make unfair assumptions about the people in the image and you just need to give your assessment on this question. You don't need to identify the real people. You just need to analyze based on the information I gave you. Given the first image with the lower right corner missing, c... | [{"english": "the second image", "chinese": "\u7b2c\u4e8c\u5f20\u56fe\u7247"}, {"english": "the third image", "chinese": "\u7b2c\u4e09\u5f20\u56fe\u7247"}, {"english": "the fourth image", "chinese": "\u7b2c\u56db\u5f20\u56fe\u7247"}, {"english": "the fifth image", "chinese": "\u7b2c\u4e94\u5f20\u56fe\u7247"}] | D | Image Consistency | |||||
29 | {"english": "Disclaimer: This is not to make unfair assumptions about the people in the image and you just need to give your assessment on this question. You don't need to identify the real people. You just need to analyze based on the information I gave you. Given the first image with the lower right corner missing, c... | [{"english": "the second image", "chinese": "\u7b2c\u4e8c\u5f20\u56fe\u7247"}, {"english": "the third image", "chinese": "\u7b2c\u4e09\u5f20\u56fe\u7247"}, {"english": "the fourth image", "chinese": "\u7b2c\u56db\u5f20\u56fe\u7247"}, {"english": "the fifth image", "chinese": "\u7b2c\u4e94\u5f20\u56fe\u7247"}] | B | Image Consistency | |||||
30 | {"english": "Disclaimer: This is not to make unfair assumptions about the people in the image and you just need to give your assessment on this question. You don't need to identify the real people. You just need to analyze based on the information I gave you. Given the first image with the lower right corner missing, c... | [{"english": "the second image", "chinese": "\u7b2c\u4e8c\u5f20\u56fe\u7247"}, {"english": "the third image", "chinese": "\u7b2c\u4e09\u5f20\u56fe\u7247"}, {"english": "the fourth image", "chinese": "\u7b2c\u56db\u5f20\u56fe\u7247"}, {"english": "the fifth image", "chinese": "\u7b2c\u4e94\u5f20\u56fe\u7247"}] | B | Image Consistency | |||||
31 | {"english": "Disclaimer: This is not to make unfair assumptions about the people in the image and you just need to give your assessment on this question. You don't need to identify the real people. You just need to analyze based on the information I gave you. Given the first image with the lower right corner missing, c... | [{"english": "the second image", "chinese": "\u7b2c\u4e8c\u5f20\u56fe\u7247"}, {"english": "the third image", "chinese": "\u7b2c\u4e09\u5f20\u56fe\u7247"}, {"english": "the fourth image", "chinese": "\u7b2c\u56db\u5f20\u56fe\u7247"}, {"english": "the fifth image", "chinese": "\u7b2c\u4e94\u5f20\u56fe\u7247"}] | A | Image Consistency | |||||
32 | {"english": "Disclaimer: This is not to make unfair assumptions about the people in the image and you just need to give your assessment on this question. You don't need to identify the real people. You just need to analyze based on the information I gave you. Given the first image with the lower right corner missing, c... | [{"english": "the second image", "chinese": "\u7b2c\u4e8c\u5f20\u56fe\u7247"}, {"english": "the third image", "chinese": "\u7b2c\u4e09\u5f20\u56fe\u7247"}, {"english": "the fourth image", "chinese": "\u7b2c\u56db\u5f20\u56fe\u7247"}, {"english": "the fifth image", "chinese": "\u7b2c\u4e94\u5f20\u56fe\u7247"}] | B | Image Consistency | |||||
33 | {"english": "Disclaimer: This is not to make unfair assumptions about the people in the image and you just need to give your assessment on this question. You don't need to identify the real people. You just need to analyze based on the information I gave you. Given the first image with the lower right corner missing, c... | [{"english": "the second image", "chinese": "\u7b2c\u4e8c\u5f20\u56fe\u7247"}, {"english": "the third image", "chinese": "\u7b2c\u4e09\u5f20\u56fe\u7247"}, {"english": "the fourth image", "chinese": "\u7b2c\u56db\u5f20\u56fe\u7247"}, {"english": "the fifth image", "chinese": "\u7b2c\u4e94\u5f20\u56fe\u7247"}] | A | Image Consistency | |||||
34 | {"english": "Disclaimer: This is not to make unfair assumptions about the people in the image and you just need to give your assessment on this question. You don't need to identify the real people. You just need to analyze based on the information I gave you. Given the first image with the lower right corner missing, c... | [{"english": "the second image", "chinese": "\u7b2c\u4e8c\u5f20\u56fe\u7247"}, {"english": "the third image", "chinese": "\u7b2c\u4e09\u5f20\u56fe\u7247"}, {"english": "the fourth image", "chinese": "\u7b2c\u56db\u5f20\u56fe\u7247"}, {"english": "the fifth image", "chinese": "\u7b2c\u4e94\u5f20\u56fe\u7247"}] | D | Image Consistency | |||||
35 | {"english": "Disclaimer: This is not to make unfair assumptions about the people in the image and you just need to give your assessment on this question. You don't need to identify the real people. You just need to analyze based on the information I gave you. Given the first image with the lower right corner missing, c... | [{"english": "the second image", "chinese": "\u7b2c\u4e8c\u5f20\u56fe\u7247"}, {"english": "the third image", "chinese": "\u7b2c\u4e09\u5f20\u56fe\u7247"}, {"english": "the fourth image", "chinese": "\u7b2c\u56db\u5f20\u56fe\u7247"}, {"english": "the fifth image", "chinese": "\u7b2c\u4e94\u5f20\u56fe\u7247"}] | B | Image Consistency | |||||
36 | {"english": "Disclaimer: This is not to make unfair assumptions about the people in the image and you just need to give your assessment on this question. You don't need to identify the real people. You just need to analyze based on the information I gave you. Given the first image with the lower right corner missing, c... | [{"english": "the second image", "chinese": "\u7b2c\u4e8c\u5f20\u56fe\u7247"}, {"english": "the third image", "chinese": "\u7b2c\u4e09\u5f20\u56fe\u7247"}, {"english": "the fourth image", "chinese": "\u7b2c\u56db\u5f20\u56fe\u7247"}, {"english": "the fifth image", "chinese": "\u7b2c\u4e94\u5f20\u56fe\u7247"}] | D | Image Consistency | |||||
37 | {"english": "Disclaimer: This is not to make unfair assumptions about the people in the image and you just need to give your assessment on this question. You don't need to identify the real people. You just need to analyze based on the information I gave you. Given the first image with the lower right corner missing, c... | [{"english": "the second image", "chinese": "\u7b2c\u4e8c\u5f20\u56fe\u7247"}, {"english": "the third image", "chinese": "\u7b2c\u4e09\u5f20\u56fe\u7247"}, {"english": "the fourth image", "chinese": "\u7b2c\u56db\u5f20\u56fe\u7247"}, {"english": "the fifth image", "chinese": "\u7b2c\u4e94\u5f20\u56fe\u7247"}] | D | Image Consistency | |||||
38 | {"english": "Disclaimer: This is not to make unfair assumptions about the people in the image and you just need to give your assessment on this question. You don't need to identify the real people. You just need to analyze based on the information I gave you. Given the first image with the lower right corner missing, c... | [{"english": "the second image", "chinese": "\u7b2c\u4e8c\u5f20\u56fe\u7247"}, {"english": "the third image", "chinese": "\u7b2c\u4e09\u5f20\u56fe\u7247"}, {"english": "the fourth image", "chinese": "\u7b2c\u56db\u5f20\u56fe\u7247"}, {"english": "the fifth image", "chinese": "\u7b2c\u4e94\u5f20\u56fe\u7247"}] | D | Image Consistency | |||||
39 | {"english": "Disclaimer: This is not to make unfair assumptions about the people in the image and you just need to give your assessment on this question. You don't need to identify the real people. You just need to analyze based on the information I gave you. Given the first image with the lower right corner missing, c... | [{"english": "the second image", "chinese": "\u7b2c\u4e8c\u5f20\u56fe\u7247"}, {"english": "the third image", "chinese": "\u7b2c\u4e09\u5f20\u56fe\u7247"}, {"english": "the fourth image", "chinese": "\u7b2c\u56db\u5f20\u56fe\u7247"}, {"english": "the fifth image", "chinese": "\u7b2c\u4e94\u5f20\u56fe\u7247"}] | D | Image Consistency | |||||
40 | {"english": "Disclaimer: This is not to make unfair assumptions about the people in the image and you just need to give your assessment on this question. You don't need to identify the real people. You just need to analyze based on the information I gave you. Given the first image with the lower right corner missing, c... | [{"english": "the second image", "chinese": "\u7b2c\u4e8c\u5f20\u56fe\u7247"}, {"english": "the third image", "chinese": "\u7b2c\u4e09\u5f20\u56fe\u7247"}, {"english": "the fourth image", "chinese": "\u7b2c\u56db\u5f20\u56fe\u7247"}, {"english": "the fifth image", "chinese": "\u7b2c\u4e94\u5f20\u56fe\u7247"}] | D | Image Consistency | |||||
41 | {"english": "Disclaimer: This is not to make unfair assumptions about the people in the image and you just need to give your assessment on this question. You don't need to identify the real people. You just need to analyze based on the information I gave you. Given the first image with the lower right corner missing, c... | [{"english": "the second image", "chinese": "\u7b2c\u4e8c\u5f20\u56fe\u7247"}, {"english": "the third image", "chinese": "\u7b2c\u4e09\u5f20\u56fe\u7247"}, {"english": "the fourth image", "chinese": "\u7b2c\u56db\u5f20\u56fe\u7247"}, {"english": "the fifth image", "chinese": "\u7b2c\u4e94\u5f20\u56fe\u7247"}] | D | Image Consistency | |||||
42 | {"english": "Disclaimer: This is not to make unfair assumptions about the people in the image and you just need to give your assessment on this question. You don't need to identify the real people. You just need to analyze based on the information I gave you. Given the first image with the lower right corner missing, c... | [{"english": "the second image", "chinese": "\u7b2c\u4e8c\u5f20\u56fe\u7247"}, {"english": "the third image", "chinese": "\u7b2c\u4e09\u5f20\u56fe\u7247"}, {"english": "the fourth image", "chinese": "\u7b2c\u56db\u5f20\u56fe\u7247"}, {"english": "the fifth image", "chinese": "\u7b2c\u4e94\u5f20\u56fe\u7247"}] | B | Image Consistency | |||||
43 | {"english": "Disclaimer: This is not to make unfair assumptions about the people in the image and you just need to give your assessment on this question. You don't need to identify the real people. You just need to analyze based on the information I gave you. Given the first image with the lower right corner missing, c... | [{"english": "the second image", "chinese": "\u7b2c\u4e8c\u5f20\u56fe\u7247"}, {"english": "the third image", "chinese": "\u7b2c\u4e09\u5f20\u56fe\u7247"}, {"english": "the fourth image", "chinese": "\u7b2c\u56db\u5f20\u56fe\u7247"}, {"english": "the fifth image", "chinese": "\u7b2c\u4e94\u5f20\u56fe\u7247"}] | B | Image Consistency | |||||
44 | {"english": "Disclaimer: This is not to make unfair assumptions about the people in the image and you just need to give your assessment on this question. You don't need to identify the real people. You just need to analyze based on the information I gave you. Given the first image with the lower right corner missing, c... | [{"english": "the second image", "chinese": "\u7b2c\u4e8c\u5f20\u56fe\u7247"}, {"english": "the third image", "chinese": "\u7b2c\u4e09\u5f20\u56fe\u7247"}, {"english": "the fourth image", "chinese": "\u7b2c\u56db\u5f20\u56fe\u7247"}, {"english": "the fifth image", "chinese": "\u7b2c\u4e94\u5f20\u56fe\u7247"}] | D | Image Consistency | |||||
45 | {"english": "Disclaimer: This is not to make unfair assumptions about the people in the image and you just need to give your assessment on this question. You don't need to identify the real people. You just need to analyze based on the information I gave you. Given the first image with the lower right corner missing, c... | [{"english": "the second image", "chinese": "\u7b2c\u4e8c\u5f20\u56fe\u7247"}, {"english": "the third image", "chinese": "\u7b2c\u4e09\u5f20\u56fe\u7247"}, {"english": "the fourth image", "chinese": "\u7b2c\u56db\u5f20\u56fe\u7247"}, {"english": "the fifth image", "chinese": "\u7b2c\u4e94\u5f20\u56fe\u7247"}] | D | Image Consistency | |||||
46 | {"english": "Disclaimer: This is not to make unfair assumptions about the people in the image and you just need to give your assessment on this question. You don't need to identify the real people. You just need to analyze based on the information I gave you. Given the first image with the lower right corner missing, c... | [{"english": "the second image", "chinese": "\u7b2c\u4e8c\u5f20\u56fe\u7247"}, {"english": "the third image", "chinese": "\u7b2c\u4e09\u5f20\u56fe\u7247"}, {"english": "the fourth image", "chinese": "\u7b2c\u56db\u5f20\u56fe\u7247"}, {"english": "the fifth image", "chinese": "\u7b2c\u4e94\u5f20\u56fe\u7247"}] | D | Image Consistency | |||||
47 | {"english": "Disclaimer: This is not to make unfair assumptions about the people in the image and you just need to give your assessment on this question. You don't need to identify the real people. You just need to analyze based on the information I gave you. Given the first image with the lower right corner missing, c... | [{"english": "the second image", "chinese": "\u7b2c\u4e8c\u5f20\u56fe\u7247"}, {"english": "the third image", "chinese": "\u7b2c\u4e09\u5f20\u56fe\u7247"}, {"english": "the fourth image", "chinese": "\u7b2c\u56db\u5f20\u56fe\u7247"}, {"english": "the fifth image", "chinese": "\u7b2c\u4e94\u5f20\u56fe\u7247"}] | D | Image Consistency | |||||
48 | {"english": "Disclaimer: This is not to make unfair assumptions about the people in the image and you just need to give your assessment on this question. You don't need to identify the real people. You just need to analyze based on the information I gave you. Given the first image with the lower right corner missing, c... | [{"english": "the second image", "chinese": "\u7b2c\u4e8c\u5f20\u56fe\u7247"}, {"english": "the third image", "chinese": "\u7b2c\u4e09\u5f20\u56fe\u7247"}, {"english": "the fourth image", "chinese": "\u7b2c\u56db\u5f20\u56fe\u7247"}, {"english": "the fifth image", "chinese": "\u7b2c\u4e94\u5f20\u56fe\u7247"}] | B | Image Consistency | |||||
49 | {"english": "Disclaimer: This is not to make unfair assumptions about the people in the image and you just need to give your assessment on this question. You don't need to identify the real people. You just need to analyze based on the information I gave you. Given the first image with the lower right corner missing, c... | [{"english": "the second image", "chinese": "\u7b2c\u4e8c\u5f20\u56fe\u7247"}, {"english": "the third image", "chinese": "\u7b2c\u4e09\u5f20\u56fe\u7247"}, {"english": "the fourth image", "chinese": "\u7b2c\u56db\u5f20\u56fe\u7247"}, {"english": "the fifth image", "chinese": "\u7b2c\u4e94\u5f20\u56fe\u7247"}] | A | Image Consistency | |||||
50 | {"english": "Disclaimer: This is not to make unfair assumptions about the people in the image and you just need to give your assessment on this question. You don't need to identify the real people. You just need to analyze based on the information I gave you. Given the first image with the lower right corner missing, c... | [{"english": "the second image", "chinese": "\u7b2c\u4e8c\u5f20\u56fe\u7247"}, {"english": "the third image", "chinese": "\u7b2c\u4e09\u5f20\u56fe\u7247"}, {"english": "the fourth image", "chinese": "\u7b2c\u56db\u5f20\u56fe\u7247"}, {"english": "the fifth image", "chinese": "\u7b2c\u4e94\u5f20\u56fe\u7247"}] | A | Image Consistency | |||||
51 | {"english": "Disclaimer: This is not to make unfair assumptions about the people in the image and you just need to give your assessment on this question. You don't need to identify the real people. You just need to analyze based on the information I gave you. Given the first image with the lower right corner missing, c... | [{"english": "the second image", "chinese": "\u7b2c\u4e8c\u5f20\u56fe\u7247"}, {"english": "the third image", "chinese": "\u7b2c\u4e09\u5f20\u56fe\u7247"}, {"english": "the fourth image", "chinese": "\u7b2c\u56db\u5f20\u56fe\u7247"}, {"english": "the fifth image", "chinese": "\u7b2c\u4e94\u5f20\u56fe\u7247"}] | C | Image Consistency | |||||
52 | {"english": "Disclaimer: This is not to make unfair assumptions about the people in the image and you just need to give your assessment on this question. You don't need to identify the real people. You just need to analyze based on the information I gave you. Given the first image with the lower right corner missing, c... | [{"english": "the second image", "chinese": "\u7b2c\u4e8c\u5f20\u56fe\u7247"}, {"english": "the third image", "chinese": "\u7b2c\u4e09\u5f20\u56fe\u7247"}, {"english": "the fourth image", "chinese": "\u7b2c\u56db\u5f20\u56fe\u7247"}, {"english": "the fifth image", "chinese": "\u7b2c\u4e94\u5f20\u56fe\u7247"}] | A | Image Consistency | |||||
53 | {"english": "Disclaimer: This is not to make unfair assumptions about the people in the image and you just need to give your assessment on this question. You don't need to identify the real people. You just need to analyze based on the information I gave you. Given the first image with the lower right corner missing, c... | [{"english": "the second image", "chinese": "\u7b2c\u4e8c\u5f20\u56fe\u7247"}, {"english": "the third image", "chinese": "\u7b2c\u4e09\u5f20\u56fe\u7247"}, {"english": "the fourth image", "chinese": "\u7b2c\u56db\u5f20\u56fe\u7247"}, {"english": "the fifth image", "chinese": "\u7b2c\u4e94\u5f20\u56fe\u7247"}] | D | Image Consistency | |||||
54 | {"english": "Disclaimer: This is not to make unfair assumptions about the people in the image and you just need to give your assessment on this question. You don't need to identify the real people. You just need to analyze based on the information I gave you. Given the first image with the lower right corner missing, c... | [{"english": "the second image", "chinese": "\u7b2c\u4e8c\u5f20\u56fe\u7247"}, {"english": "the third image", "chinese": "\u7b2c\u4e09\u5f20\u56fe\u7247"}, {"english": "the fourth image", "chinese": "\u7b2c\u56db\u5f20\u56fe\u7247"}, {"english": "the fifth image", "chinese": "\u7b2c\u4e94\u5f20\u56fe\u7247"}] | B | Image Consistency | |||||
55 | {"english": "Disclaimer: This is not to make unfair assumptions about the people in the image and you just need to give your assessment on this question. You don't need to identify the real people. You just need to analyze based on the information I gave you. Given the first image with the lower right corner missing, c... | [{"english": "the second image", "chinese": "\u7b2c\u4e8c\u5f20\u56fe\u7247"}, {"english": "the third image", "chinese": "\u7b2c\u4e09\u5f20\u56fe\u7247"}, {"english": "the fourth image", "chinese": "\u7b2c\u56db\u5f20\u56fe\u7247"}, {"english": "the fifth image", "chinese": "\u7b2c\u4e94\u5f20\u56fe\u7247"}] | B | Image Consistency | |||||
56 | {"english": "Disclaimer: This is not to make unfair assumptions about the people in the image and you just need to give your assessment on this question. You don't need to identify the real people. You just need to analyze based on the information I gave you. Given the first image with the lower right corner missing, c... | [{"english": "the second image", "chinese": "\u7b2c\u4e8c\u5f20\u56fe\u7247"}, {"english": "the third image", "chinese": "\u7b2c\u4e09\u5f20\u56fe\u7247"}, {"english": "the fourth image", "chinese": "\u7b2c\u56db\u5f20\u56fe\u7247"}, {"english": "the fifth image", "chinese": "\u7b2c\u4e94\u5f20\u56fe\u7247"}] | B | Image Consistency | |||||
57 | {"english": "Disclaimer: This is not to make unfair assumptions about the people in the image and you just need to give your assessment on this question. You don't need to identify the real people. You just need to analyze based on the information I gave you. Given the first image with the lower right corner missing, c... | [{"english": "the second image", "chinese": "\u7b2c\u4e8c\u5f20\u56fe\u7247"}, {"english": "the third image", "chinese": "\u7b2c\u4e09\u5f20\u56fe\u7247"}, {"english": "the fourth image", "chinese": "\u7b2c\u56db\u5f20\u56fe\u7247"}, {"english": "the fifth image", "chinese": "\u7b2c\u4e94\u5f20\u56fe\u7247"}] | D | Image Consistency | |||||
58 | {"english": "Disclaimer: This is not to make unfair assumptions about the people in the image and you just need to give your assessment on this question. You don't need to identify the real people. You just need to analyze based on the information I gave you. Given the first image with the lower right corner missing, c... | [{"english": "the second image", "chinese": "\u7b2c\u4e8c\u5f20\u56fe\u7247"}, {"english": "the third image", "chinese": "\u7b2c\u4e09\u5f20\u56fe\u7247"}, {"english": "the fourth image", "chinese": "\u7b2c\u56db\u5f20\u56fe\u7247"}, {"english": "the fifth image", "chinese": "\u7b2c\u4e94\u5f20\u56fe\u7247"}] | A | Image Consistency | |||||
59 | {"english": "Disclaimer: This is not to make unfair assumptions about the people in the image and you just need to give your assessment on this question. You don't need to identify the real people. You just need to analyze based on the information I gave you. Given the first image with the lower right corner missing, c... | [{"english": "the second image", "chinese": "\u7b2c\u4e8c\u5f20\u56fe\u7247"}, {"english": "the third image", "chinese": "\u7b2c\u4e09\u5f20\u56fe\u7247"}, {"english": "the fourth image", "chinese": "\u7b2c\u56db\u5f20\u56fe\u7247"}, {"english": "the fifth image", "chinese": "\u7b2c\u4e94\u5f20\u56fe\u7247"}] | A | Image Consistency | |||||
60 | {"english": "Disclaimer: This is not to make unfair assumptions about the people in the image and you just need to give your assessment on this question. You don't need to identify the real people. You just need to analyze based on the information I gave you. Given the first image with the lower right corner missing, c... | [{"english": "the second image", "chinese": "\u7b2c\u4e8c\u5f20\u56fe\u7247"}, {"english": "the third image", "chinese": "\u7b2c\u4e09\u5f20\u56fe\u7247"}, {"english": "the fourth image", "chinese": "\u7b2c\u56db\u5f20\u56fe\u7247"}, {"english": "the fifth image", "chinese": "\u7b2c\u4e94\u5f20\u56fe\u7247"}] | B | Image Consistency | |||||
61 | {"english": "Disclaimer: This is not to make unfair assumptions about the people in the image and you just need to give your assessment on this question. You don't need to identify the real people. You just need to analyze based on the information I gave you. Given the first image with the lower right corner missing, c... | [{"english": "the second image", "chinese": "\u7b2c\u4e8c\u5f20\u56fe\u7247"}, {"english": "the third image", "chinese": "\u7b2c\u4e09\u5f20\u56fe\u7247"}, {"english": "the fourth image", "chinese": "\u7b2c\u56db\u5f20\u56fe\u7247"}, {"english": "the fifth image", "chinese": "\u7b2c\u4e94\u5f20\u56fe\u7247"}] | D | Image Consistency | |||||
62 | {"english": "Disclaimer: This is not to make unfair assumptions about the people in the image and you just need to give your assessment on this question. You don't need to identify the real people. You just need to analyze based on the information I gave you. Given the first image with the lower right corner missing, c... | [{"english": "the second image", "chinese": "\u7b2c\u4e8c\u5f20\u56fe\u7247"}, {"english": "the third image", "chinese": "\u7b2c\u4e09\u5f20\u56fe\u7247"}, {"english": "the fourth image", "chinese": "\u7b2c\u56db\u5f20\u56fe\u7247"}, {"english": "the fifth image", "chinese": "\u7b2c\u4e94\u5f20\u56fe\u7247"}] | D | Image Consistency | |||||
63 | {"english": "Disclaimer: This is not to make unfair assumptions about the people in the image and you just need to give your assessment on this question. You don't need to identify the real people. You just need to analyze based on the information I gave you. Given the first image with the lower right corner missing, c... | [{"english": "the second image", "chinese": "\u7b2c\u4e8c\u5f20\u56fe\u7247"}, {"english": "the third image", "chinese": "\u7b2c\u4e09\u5f20\u56fe\u7247"}, {"english": "the fourth image", "chinese": "\u7b2c\u56db\u5f20\u56fe\u7247"}, {"english": "the fifth image", "chinese": "\u7b2c\u4e94\u5f20\u56fe\u7247"}] | C | Image Consistency | |||||
64 | {"english": "Disclaimer: This is not to make unfair assumptions about the people in the image and you just need to give your assessment on this question. You don't need to identify the real people. You just need to analyze based on the information I gave you. Given the first image with the lower right corner missing, c... | [{"english": "the second image", "chinese": "\u7b2c\u4e8c\u5f20\u56fe\u7247"}, {"english": "the third image", "chinese": "\u7b2c\u4e09\u5f20\u56fe\u7247"}, {"english": "the fourth image", "chinese": "\u7b2c\u56db\u5f20\u56fe\u7247"}, {"english": "the fifth image", "chinese": "\u7b2c\u4e94\u5f20\u56fe\u7247"}] | B | Image Consistency | |||||
65 | {"english": "Disclaimer: This is not to make unfair assumptions about the people in the image and you just need to give your assessment on this question. You don't need to identify the real people. You just need to analyze based on the information I gave you. Given the first image with the lower right corner missing, c... | [{"english": "the second image", "chinese": "\u7b2c\u4e8c\u5f20\u56fe\u7247"}, {"english": "the third image", "chinese": "\u7b2c\u4e09\u5f20\u56fe\u7247"}, {"english": "the fourth image", "chinese": "\u7b2c\u56db\u5f20\u56fe\u7247"}, {"english": "the fifth image", "chinese": "\u7b2c\u4e94\u5f20\u56fe\u7247"}] | D | Image Consistency | |||||
66 | {"english": "Disclaimer: This is not to make unfair assumptions about the people in the image and you just need to give your assessment on this question. You don't need to identify the real people. You just need to analyze based on the information I gave you. Given the first image with the lower right corner missing, c... | [{"english": "the second image", "chinese": "\u7b2c\u4e8c\u5f20\u56fe\u7247"}, {"english": "the third image", "chinese": "\u7b2c\u4e09\u5f20\u56fe\u7247"}, {"english": "the fourth image", "chinese": "\u7b2c\u56db\u5f20\u56fe\u7247"}, {"english": "the fifth image", "chinese": "\u7b2c\u4e94\u5f20\u56fe\u7247"}] | C | Image Consistency | |||||
67 | {"english": "Disclaimer: This is not to make unfair assumptions about the people in the image and you just need to give your assessment on this question. You don't need to identify the real people. You just need to analyze based on the information I gave you. Given the first image with the lower right corner missing, c... | [{"english": "the second image", "chinese": "\u7b2c\u4e8c\u5f20\u56fe\u7247"}, {"english": "the third image", "chinese": "\u7b2c\u4e09\u5f20\u56fe\u7247"}, {"english": "the fourth image", "chinese": "\u7b2c\u56db\u5f20\u56fe\u7247"}, {"english": "the fifth image", "chinese": "\u7b2c\u4e94\u5f20\u56fe\u7247"}] | D | Image Consistency | |||||
68 | {"english": "Disclaimer: This is not to make unfair assumptions about the people in the image and you just need to give your assessment on this question. You don't need to identify the real people. You just need to analyze based on the information I gave you. Given the first image with the lower right corner missing, c... | [{"english": "the second image", "chinese": "\u7b2c\u4e8c\u5f20\u56fe\u7247"}, {"english": "the third image", "chinese": "\u7b2c\u4e09\u5f20\u56fe\u7247"}, {"english": "the fourth image", "chinese": "\u7b2c\u56db\u5f20\u56fe\u7247"}, {"english": "the fifth image", "chinese": "\u7b2c\u4e94\u5f20\u56fe\u7247"}] | C | Image Consistency | |||||
69 | {"english": "Disclaimer: This is not to make unfair assumptions about the people in the image and you just need to give your assessment on this question. You don't need to identify the real people. You just need to analyze based on the information I gave you. Given the first image with the lower right corner missing, c... | [{"english": "the second image", "chinese": "\u7b2c\u4e8c\u5f20\u56fe\u7247"}, {"english": "the third image", "chinese": "\u7b2c\u4e09\u5f20\u56fe\u7247"}, {"english": "the fourth image", "chinese": "\u7b2c\u56db\u5f20\u56fe\u7247"}, {"english": "the fifth image", "chinese": "\u7b2c\u4e94\u5f20\u56fe\u7247"}] | D | Image Consistency | |||||
70 | {"english": "Disclaimer: This is not to make unfair assumptions about the people in the image and you just need to give your assessment on this question. You don't need to identify the real people. You just need to analyze based on the information I gave you. Given the first image with the lower right corner missing, c... | [{"english": "the second image", "chinese": "\u7b2c\u4e8c\u5f20\u56fe\u7247"}, {"english": "the third image", "chinese": "\u7b2c\u4e09\u5f20\u56fe\u7247"}, {"english": "the fourth image", "chinese": "\u7b2c\u56db\u5f20\u56fe\u7247"}, {"english": "the fifth image", "chinese": "\u7b2c\u4e94\u5f20\u56fe\u7247"}] | D | Image Consistency | |||||
71 | {"english": "Disclaimer: This is not to make unfair assumptions about the people in the image and you just need to give your assessment on this question. You don't need to identify the real people. You just need to analyze based on the information I gave you. Given the first image with the lower right corner missing, c... | [{"english": "the second image", "chinese": "\u7b2c\u4e8c\u5f20\u56fe\u7247"}, {"english": "the third image", "chinese": "\u7b2c\u4e09\u5f20\u56fe\u7247"}, {"english": "the fourth image", "chinese": "\u7b2c\u56db\u5f20\u56fe\u7247"}, {"english": "the fifth image", "chinese": "\u7b2c\u4e94\u5f20\u56fe\u7247"}] | C | Image Consistency | |||||
72 | {"english": "Disclaimer: This is not to make unfair assumptions about the people in the image and you just need to give your assessment on this question. You don't need to identify the real people. You just need to analyze based on the information I gave you. Given the first image with the lower right corner missing, c... | [{"english": "the second image", "chinese": "\u7b2c\u4e8c\u5f20\u56fe\u7247"}, {"english": "the third image", "chinese": "\u7b2c\u4e09\u5f20\u56fe\u7247"}, {"english": "the fourth image", "chinese": "\u7b2c\u56db\u5f20\u56fe\u7247"}, {"english": "the fifth image", "chinese": "\u7b2c\u4e94\u5f20\u56fe\u7247"}] | C | Image Consistency | |||||
73 | {"english": "Disclaimer: This is not to make unfair assumptions about the people in the image and you just need to give your assessment on this question. You don't need to identify the real people. You just need to analyze based on the information I gave you. Given the first image with the lower right corner missing, c... | [{"english": "the second image", "chinese": "\u7b2c\u4e8c\u5f20\u56fe\u7247"}, {"english": "the third image", "chinese": "\u7b2c\u4e09\u5f20\u56fe\u7247"}, {"english": "the fourth image", "chinese": "\u7b2c\u56db\u5f20\u56fe\u7247"}, {"english": "the fifth image", "chinese": "\u7b2c\u4e94\u5f20\u56fe\u7247"}] | C | Image Consistency | |||||
74 | {"english": "Disclaimer: This is not to make unfair assumptions about the people in the image and you just need to give your assessment on this question. You don't need to identify the real people. You just need to analyze based on the information I gave you. Given the first image with the lower right corner missing, c... | [{"english": "the second image", "chinese": "\u7b2c\u4e8c\u5f20\u56fe\u7247"}, {"english": "the third image", "chinese": "\u7b2c\u4e09\u5f20\u56fe\u7247"}, {"english": "the fourth image", "chinese": "\u7b2c\u56db\u5f20\u56fe\u7247"}, {"english": "the fifth image", "chinese": "\u7b2c\u4e94\u5f20\u56fe\u7247"}] | A | Image Consistency | |||||
75 | {"english": "Disclaimer: This is not to make unfair assumptions about the people in the image and you just need to give your assessment on this question. You don't need to identify the real people. You just need to analyze based on the information I gave you. Given the first image with the lower right corner missing, c... | [{"english": "the second image", "chinese": "\u7b2c\u4e8c\u5f20\u56fe\u7247"}, {"english": "the third image", "chinese": "\u7b2c\u4e09\u5f20\u56fe\u7247"}, {"english": "the fourth image", "chinese": "\u7b2c\u56db\u5f20\u56fe\u7247"}, {"english": "the fifth image", "chinese": "\u7b2c\u4e94\u5f20\u56fe\u7247"}] | B | Image Consistency |
End of preview. Expand in Data Studio
MANBench
This repo contains evaluation code for the paper "MANBench: Is Your Multimodal Model Smarter than Human?" [ACL'25 Findings]
🌐 Homepage | 🤗 Dataset | 📑arXiv
🔔News
- 🔥[2025-05-16]: MANBench is accepted to [ACL'25 Findings]
- [2025-04-29]: We added the scores and outputs for GPT-o1 and InternVL2.5-78B-MPO
- [2025-02-09]: MANBench is now available on 🤗 Hugging Face
Introduction
We introduce MANBench (Multimodal Ability Norms Benchmark), a comprehensive benchmark designed to evaluate the multimodal capabilities of both humans and MLLMs. MANBench consists of 9 tasks, each containing more than 110 questions, with a total of 1,314 questions and 2,231 images. MANBench aims to provide a fair and rigorous assessment framework, ensuring that comparisons between human and machine performance are conducted on an equitable basis.
We conducted a large-scale human evaluation using the MANBench dataset, systematically comparing the performance of humans and MLLMs across a range of multimodal tasks. We evaluated 11 MLLMs, including state-of-art GPT-4o, Qwen2.5-VL-72B-Instruct, and Gemini-1.5 Pro on MANBench. We recruited 575 participants from diverse backgrounds to complete the tasks. Our results reveal that while MLLMs excel in tasks like Knowledge and Text-Image Understanding, they struggle in tasks requiring deeper cross-modal reasoning, such as Transmorphic Understanding, Image Consistency, and Multi-image Understanding. Notably, both humans and MLLMs face challenges in highly complex tasks like Puzzles and Spatial Imagination.
🏆 Mini-Leaderboard
| Model | Overall | Text-image Understanding | Knowledge | Numbers Pattern | Multi-image Understanding | Transmorphic Understanding | Text Locating | Image Consistency | Spatial Imagination | Puzzles |
|---|---|---|---|---|---|---|---|---|---|---|
| Human (Best) | 90.87 | 89.00 | 74.75 | 91.79 | 92.86 | 90.54 | 94.39 | 100.00 | 94.57 | 86.42 |
| 🏅 Human (Average) | 62.26 | 76.46 | 37.05 | 76.88 | 71.69 | 60.90 | 64.82 | 81.55 | 54.56 | 38.83 |
| 🥈 GPT-o1 | 59.97 | 88.59 | 85.83 | 73.88 | 64.86 | 68.03 | 54.29 | 53.16 | 34.90 | 33.74 |
| 🥉 InternVL2.5-78B-MPO | 59.82 | 84.56 | 80.00 | 70.90 | 75.68 | 60.54 | 62.86 | 45.57 | 38.02 | 38.65 |
| SenseNova | 56.85 | 86.58 | 83.33 | 70.90 | 74.77 | 55.78 | 60.00 | 37.97 | 34.38 | 29.45 |
| InternVL2.5-26B-MPO | 56.32 | 84.56 | 75.83 | 73.88 | 77.48 | 53.74 | 62.14 | 38.61 | 33.33 | 28.83 |
| Gemini-1.5-Pro | 55.10 | 86.58 | 83.33 | 66.42 | 69.37 | 57.82 | 39.29 | 33.54 | 41.67 | 34.36 |
| Claude-3.5-Sonnet | 54.87 | 81.88 | 78.33 | 57.46 | 69.37 | 62.59 | 50.00 | 46.20 | 36.98 | 27.61 |
| Step-1o | 54.79 | 83.89 | 78.33 | 68.66 | 60.36 | 70.07 | 44.29 | 39.87 | 30.73 | 33.74 |
| GPT-4o | 53.81 | 78.52 | 83.33 | 61.94 | 56.76 | 68.03 | 41.43 | 51.90 | 36.98 | 20.25 |
| QVQ-72B-Preview | 50.00 | 76.51 | 82.50 | 58.21 | 63.96 | 46.94 | 42.86 | 31.01 | 31.77 | 34.36 |
| Qwen2.5-VL-72B-Instruct | 49.92 | 79.87 | 73.33 | 60.45 | 54.95 | 48.98 | 52.86 | 27.85 | 37.50 | 27.61 |
| Qwen2-VL-72B-Instruct | 46.19 | 77.85 | 79.17 | 58.96 | 48.65 | 43.54 | 38.57 | 28.48 | 32.29 | 23.31 |
| Deepseek-VL2 | 45.43 | 76.51 | 70.83 | 57.46 | 36.04 | 44.90 | 44.29 | 31.01 | 31.77 | 26.38 |
| InternVL2-26B | 41.86 | 61.74 | 67.50 | 54.48 | 43.24 | 46.26 | 33.57 | 24.68 | 29.69 | 27.61 |
| InternVL2-8B | 36.15 | 59.06 | 50.83 | 36.57 | 31.53 | 38.78 | 31.43 | 27.22 | 27.08 | 28.22 |
| Random | 24.05 | 20.13 | 25.00 | 26.87 | 24.32 | 24.49 | 25.00 | 22.78 | 26.04 | 22.09 |
🎯 We have released a full suite comprising 1,314 samples, the prompt we used, and model predictions for the baselines tested in our paper.
Disclaimers
Low population coverage: The experimental subjects in our study were primarily focused on a specific group within the Chinese linguistic context, which may introduce limitations in cross-linguistic adaptability. Specifically, cultural disparities, variations in knowledge reserves, and differences in cognitive patterns could significantly influence the applicability of our findings. Furthermore, the educational backgrounds and age distributions of our participants do not fully represent the broader human population, potentially limiting the generalizability of the human benchmarks established in this study.
Image Attribution and Copyright Compliance: The images utilized in our dataset were obtained from publicly available online sources. We have diligently ensured that all images included in this paper comply with applicable copyright laws and are accompanied by proper attribution. However, if you are the copyright holder of any image featured in our work and believe its usage violates your licensing terms, please contact us immediately. We are committed to resolving any legitimate copyright concerns in a timely and respectful manner.
Contact
- Han Zhou(Dataset Maintainer): me@micdz.cn, micdz@hust.edu.cn
- Qitong Xu: esoox@hust.edu.cn
- Yiheng Dong: yiheng@hust.edu.cn
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